{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c8d01073-09a8-4c68-b93b-aef463738bd0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:31:14.947409Z",
     "iopub.status.busy": "2023-05-30T08:31:14.946791Z",
     "iopub.status.idle": "2023-05-30T08:31:14.960168Z",
     "shell.execute_reply": "2023-05-30T08:31:14.959585Z",
     "shell.execute_reply.started": "2023-05-30T08:31:14.947349Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import os, sys, glob, argparse\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "\n",
    "%pylab inline\n",
    "\n",
    "import cv2\n",
    "from PIL import Image\n",
    "from sklearn.model_selection import train_test_split, StratifiedKFold, KFold\n",
    "\n",
    "import torch\n",
    "torch.manual_seed(0)\n",
    "torch.backends.cudnn.deterministic = False\n",
    "torch.backends.cudnn.benchmark = True\n",
    "\n",
    "import torchvision.models as models\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.datasets as datasets\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data.dataset import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "70d2263d-916c-431e-aca7-3e5bcd867f9b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:31:37.981349Z",
     "iopub.status.busy": "2023-05-30T08:31:37.980767Z",
     "iopub.status.idle": "2023-05-30T08:31:38.023414Z",
     "shell.execute_reply": "2023-05-30T08:31:38.022291Z",
     "shell.execute_reply.started": "2023-05-30T08:31:37.981297Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_path = glob.glob('./苹果病害图像识别挑战赛公开数据/train/*/*')\n",
    "test_path = glob.glob('./苹果病害图像识别挑战赛公开数据/test/*')\n",
    "\n",
    "np.random.shuffle(train_path)\n",
    "np.random.shuffle(test_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "bcd87535-cfe6-468c-8c14-24738892cd90",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T09:14:47.189838Z",
     "iopub.status.busy": "2023-05-30T09:14:47.189408Z",
     "iopub.status.idle": "2023-05-30T09:14:48.414219Z",
     "shell.execute_reply": "2023-05-30T09:14:48.413631Z",
     "shell.execute_reply.started": "2023-05-30T09:14:47.189790Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 7))\n",
    "for idx in range(9):\n",
    "    plt.subplot(3, 3, idx+1)\n",
    "    plt.imshow(Image.open(train_path[idx]))\n",
    "    plt.xticks([]);\n",
    "    plt.yticks([]);\n",
    "    \n",
    "    plt.title(train_path[idx].split('/')[-2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "def86102-25b1-4141-8cd8-2b6eb6c5a800",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T09:14:59.898739Z",
     "iopub.status.busy": "2023-05-30T09:14:59.898191Z",
     "iopub.status.idle": "2023-05-30T09:14:59.906532Z",
     "shell.execute_reply": "2023-05-30T09:14:59.905751Z",
     "shell.execute_reply.started": "2023-05-30T09:14:59.898687Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10211, 4371)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_path), len(test_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "584f2188-cf45-4d72-abee-4dae0d362926",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:44:10.113745Z",
     "iopub.status.busy": "2023-05-30T08:44:10.113249Z",
     "iopub.status.idle": "2023-05-30T08:44:10.122070Z",
     "shell.execute_reply": "2023-05-30T08:44:10.121521Z",
     "shell.execute_reply.started": "2023-05-30T08:44:10.113668Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "DATA_CACHE = {}\n",
    "class XunFeiDataset(Dataset):\n",
    "    def __init__(self, img_path, transform=None):\n",
    "        self.img_path = img_path\n",
    "        if transform is not None:\n",
    "            self.transform = transform\n",
    "        else:\n",
    "            self.transform = None\n",
    "    \n",
    "    def __getitem__(self, index):\n",
    "        if self.img_path[index] in DATA_CACHE:\n",
    "            img = DATA_CACHE[self.img_path[index]]\n",
    "        else:\n",
    "            img = cv2.imread(self.img_path[index])\n",
    "            DATA_CACHE[self.img_path[index]] = img\n",
    "        \n",
    "        \n",
    "        if self.transform is not None:\n",
    "            img = self.transform(image = img)['image']\n",
    "        \n",
    "        if self.img_path[index].split('/')[-2] in ['d1', 'd2', 'd3', 'd4', 'd5', 'd6', 'd7', 'd8', 'd9']:\n",
    "            label = ['d1', 'd2', 'd3', 'd4', 'd5', 'd6', 'd7', 'd8', 'd9'].index(self.img_path[index].split('/')[-2])\n",
    "        else:\n",
    "            label = -1\n",
    "        \n",
    "        img = img.transpose([2,0,1])\n",
    "        return img, torch.from_numpy(np.array(label))\n",
    "    \n",
    "    def __len__(self):\n",
    "        return len(self.img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "bd5a22b6-3a32-4039-bcc7-a6c6f5f9cbaf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:44:10.433006Z",
     "iopub.status.busy": "2023-05-30T08:44:10.432468Z",
     "iopub.status.idle": "2023-05-30T08:44:10.827406Z",
     "shell.execute_reply": "2023-05-30T08:44:10.825992Z",
     "shell.execute_reply.started": "2023-05-30T08:44:10.432958Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "class XunFeiNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(XunFeiNet, self).__init__()\n",
    "                \n",
    "        model = models.resnet18(True)\n",
    "        model.avgpool = nn.AdaptiveAvgPool2d(1)\n",
    "        model.fc = nn.Linear(512, 9)\n",
    "        self.resnet = model\n",
    "        \n",
    "    def forward(self, img):        \n",
    "        out = self.resnet(img)\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "47539bef-14a7-4881-85e9-0882ff295e6a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:52:18.947348Z",
     "iopub.status.busy": "2023-05-30T08:52:18.946981Z",
     "iopub.status.idle": "2023-05-30T08:52:18.955942Z",
     "shell.execute_reply": "2023-05-30T08:52:18.955379Z",
     "shell.execute_reply.started": "2023-05-30T08:52:18.947324Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def train(train_loader, model, criterion, optimizer):\n",
    "    model.train()\n",
    "    train_loss = 0.0\n",
    "    for i, (input, target) in enumerate(train_loader):\n",
    "        input = input.cuda(non_blocking=True)\n",
    "        target = target.cuda(non_blocking=True)\n",
    "\n",
    "        # compute output\n",
    "        output = model(input)\n",
    "        loss = criterion(output, target)\n",
    "\n",
    "        # compute gradient and do SGD step\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        if i % 20 == 0:\n",
    "            print('Train loss', loss.item())\n",
    "            \n",
    "        train_loss += loss.item()\n",
    "    \n",
    "    return train_loss/len(train_loader)\n",
    "            \n",
    "def validate(val_loader, model, criterion):\n",
    "    model.eval()\n",
    "    \n",
    "    val_acc = 0.0\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        end = time.time()\n",
    "        for i, (input, target) in enumerate(val_loader):\n",
    "            input = input.cuda()\n",
    "            target = target.cuda()\n",
    "\n",
    "            # compute output\n",
    "            output = model(input)\n",
    "            loss = criterion(output, target)\n",
    "            \n",
    "            val_acc += (output.argmax(1) == target).sum().item()\n",
    "            \n",
    "    return val_acc / len(val_loader.dataset)\n",
    "\n",
    "def predict(test_loader, model, criterion):\n",
    "    model.eval()\n",
    "    val_acc = 0.0\n",
    "    \n",
    "    test_pred = []\n",
    "    with torch.no_grad():\n",
    "        end = time.time()\n",
    "        for i, (input, target) in enumerate(test_loader):\n",
    "            input = input.cuda()\n",
    "            target = target.cuda()\n",
    "\n",
    "            # compute output\n",
    "            output = model(input)\n",
    "            test_pred.append(output.data.cpu().numpy())\n",
    "            \n",
    "    return np.vstack(test_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c14b410f-de94-4f52-be5b-1377c34bda4a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:52:19.947071Z",
     "iopub.status.busy": "2023-05-30T08:52:19.946761Z",
     "iopub.status.idle": "2023-05-30T08:52:19.955141Z",
     "shell.execute_reply": "2023-05-30T08:52:19.954556Z",
     "shell.execute_reply.started": "2023-05-30T08:52:19.947051Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import albumentations as A\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    XunFeiDataset(train_path[:-1000],\n",
    "            A.Compose([\n",
    "            A.RandomRotate90(),\n",
    "            A.Resize(256, 256),\n",
    "            A.RandomCrop(224, 224),\n",
    "            A.HorizontalFlip(p=0.5),\n",
    "            A.RandomContrast(p=0.5),\n",
    "            A.RandomBrightnessContrast(p=0.5),\n",
    "            A.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225))\n",
    "        ])\n",
    "    ), batch_size=30, shuffle=True, num_workers=1, pin_memory=False\n",
    ")\n",
    "\n",
    "val_loader = torch.utils.data.DataLoader(\n",
    "    XunFeiDataset(train_path[-1000:],\n",
    "            A.Compose([\n",
    "            A.Resize(256, 256),\n",
    "            A.RandomCrop(224, 224),\n",
    "            # A.HorizontalFlip(p=0.5),\n",
    "            # A.RandomContrast(p=0.5),\n",
    "            A.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225))\n",
    "        ])\n",
    "    ), batch_size=30, shuffle=False, num_workers=1, pin_memory=False\n",
    ")\n",
    "\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    XunFeiDataset(test_path,\n",
    "            A.Compose([\n",
    "            A.Resize(256, 256),\n",
    "            A.RandomCrop(224, 224),\n",
    "            A.HorizontalFlip(p=0.5),\n",
    "            A.RandomContrast(p=0.5),\n",
    "            A.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225))\n",
    "        ])\n",
    "    ), batch_size=2, shuffle=False, num_workers=1, pin_memory=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "9ef6bd27-0a69-4fdf-93eb-05d67bc5c9a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:52:20.950276Z",
     "iopub.status.busy": "2023-05-30T08:52:20.949712Z",
     "iopub.status.idle": "2023-05-30T08:52:21.705692Z",
     "shell.execute_reply": "2023-05-30T08:52:21.705028Z",
     "shell.execute_reply.started": "2023-05-30T08:52:20.950222Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "for data, lable in train_loader:\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "7f7ee8cb-cfc0-4eb8-96ea-7302144ae7a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:52:22.902404Z",
     "iopub.status.busy": "2023-05-30T08:52:22.901742Z",
     "iopub.status.idle": "2023-05-30T08:52:23.099827Z",
     "shell.execute_reply": "2023-05-30T08:52:23.099316Z",
     "shell.execute_reply.started": "2023-05-30T08:52:22.902348Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lyz/.local/lib/python3.9/site-packages/torchvision/models/_utils.py:135: UserWarning: Using 'weights' as positional parameter(s) is deprecated since 0.13 and will be removed in 0.15. Please use keyword parameter(s) instead.\n",
      "  warnings.warn(\n",
      "/home/lyz/.local/lib/python3.9/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n"
     ]
    }
   ],
   "source": [
    "model = XunFeiNet()\n",
    "model = model.to('cuda')\n",
    "criterion = nn.CrossEntropyLoss().cuda()\n",
    "optimizer = torch.optim.AdamW(model.parameters(), 0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "b2faad78-e794-4f31-8b56-1a64dbf89ccc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T08:52:24.899571Z",
     "iopub.status.busy": "2023-05-30T08:52:24.899027Z",
     "iopub.status.idle": "2023-05-30T09:02:32.489548Z",
     "shell.execute_reply": "2023-05-30T09:02:32.488930Z",
     "shell.execute_reply.started": "2023-05-30T08:52:24.899519Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train loss 2.2545018196105957\n",
      "Train loss 1.2741355895996094\n",
      "Train loss 0.8521319627761841\n",
      "Train loss 0.861651599407196\n",
      "Train loss 0.49613693356513977\n",
      "Train loss 0.29787498712539673\n",
      "Train loss 1.0657925605773926\n",
      "Train loss 0.325284868478775\n",
      "Train loss 0.6994998455047607\n",
      "Train loss 0.4378790557384491\n",
      "Train loss 0.2327258586883545\n",
      "Train loss 0.7312375903129578\n",
      "Train loss 0.39839833974838257\n",
      "Train loss 0.15284697711467743\n",
      "Train loss 0.366984486579895\n",
      "Train loss 0.30065733194351196\n",
      "0.6105081921370773 0.8452936706112257 0.859\n",
      "Train loss 0.3844166696071625\n",
      "Train loss 0.5361185073852539\n",
      "Train loss 0.2942914366722107\n",
      "Train loss 0.21940727531909943\n",
      "Train loss 0.32017746567726135\n",
      "Train loss 0.5987720489501953\n",
      "Train loss 0.7167405486106873\n",
      "Train loss 0.24388320744037628\n",
      "Train loss 0.14863447844982147\n",
      "Train loss 0.3036178648471832\n",
      "Train loss 0.2671392858028412\n",
      "Train loss 0.22188915312290192\n",
      "Train loss 0.36946868896484375\n",
      "Train loss 0.09309697896242142\n",
      "Train loss 0.46297964453697205\n",
      "Train loss 0.32751381397247314\n",
      "0.3595130132849921 0.88600586255564 0.901\n",
      "Train loss 0.16612276434898376\n",
      "Train loss 0.43319860100746155\n",
      "Train loss 0.19346983730793\n",
      "Train loss 0.48656994104385376\n",
      "Train loss 0.07144313305616379\n",
      "Train loss 0.1590033322572708\n",
      "Train loss 0.16271737217903137\n",
      "Train loss 0.36001020669937134\n",
      "Train loss 0.1554369479417801\n",
      "Train loss 0.27379700541496277\n",
      "Train loss 0.21420569717884064\n",
      "Train loss 0.5535708665847778\n",
      "Train loss 0.11324148625135422\n",
      "Train loss 0.30459490418434143\n",
      "Train loss 0.10312030464410782\n",
      "Train loss 0.17960184812545776\n",
      "0.2834148531440984 0.9115188361741396 0.936\n"
     ]
    }
   ],
   "source": [
    "for _  in range(3):\n",
    "    train_loss = train(train_loader, model, criterion, optimizer)\n",
    "    val_acc  = validate(val_loader, model, criterion)\n",
    "    train_acc = validate(train_loader, model, criterion)\n",
    "    \n",
    "    print(train_loss, train_acc, val_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "6787d12a-b923-4777-abf5-4d90904551d1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T09:03:00.082570Z",
     "iopub.status.busy": "2023-05-30T09:03:00.081866Z",
     "iopub.status.idle": "2023-05-30T09:10:39.026371Z",
     "shell.execute_reply": "2023-05-30T09:10:39.025094Z",
     "shell.execute_reply.started": "2023-05-30T09:03:00.082517Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "pred = None\n",
    "\n",
    "for _ in range(10):\n",
    "    if pred is None:\n",
    "        pred = predict(test_loader, model, criterion)\n",
    "    else:\n",
    "        pred += predict(test_loader, model, criterion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "1743990f-d27d-43cd-85fd-23a0ff0f2c36",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T09:10:59.078001Z",
     "iopub.status.busy": "2023-05-30T09:10:59.077499Z",
     "iopub.status.idle": "2023-05-30T09:10:59.088753Z",
     "shell.execute_reply": "2023-05-30T09:10:59.088024Z",
     "shell.execute_reply.started": "2023-05-30T09:10:59.077961Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "submit = pd.DataFrame(\n",
    "    {\n",
    "        'uuid': [x.split('/')[-1] for x in test_path],\n",
    "        'label': [['d1', 'd2', 'd3', 'd4', 'd5', 'd6', 'd7', 'd8', 'd9'][x] for x in pred.argmax(1)]\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "cc565971-7a5f-4bb0-8ab5-c33281bc469c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-30T09:11:00.360635Z",
     "iopub.status.busy": "2023-05-30T09:11:00.360223Z",
     "iopub.status.idle": "2023-05-30T09:11:00.377475Z",
     "shell.execute_reply": "2023-05-30T09:11:00.377004Z",
     "shell.execute_reply.started": "2023-05-30T09:11:00.360607Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "submit = submit.sort_values(by='uuid')\n",
    "submit.to_csv('submit2.csv', index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de0cae92-7686-4cea-93a9-83ba4356531e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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